siddhant

Technical Research

Research

An evolving record of technical questions, experiments, systems and ideas explored across artificial intelligence, machine learning, robotics, computer science and automation.

Research Areas

01

Artificial Intelligence

Intelligent systems, reasoning, planning, agent architectures, generative models and emerging AI systems.

AI SystemsReasoningPlanningKnowledge RepresentationGenerative AI
02

Machine Learning

Learning algorithms, neural networks, model architectures, optimization, evaluation and experimentation.

Supervised LearningDeep LearningOptimizationEvaluationReinforcement Learning
03

AI Agents

Autonomous software systems capable of using tools, maintaining context, planning actions and completing tasks.

Tool UseMemoryPlanningAgent LoopsMulti-Agent Systems
04

Robotics

Intelligent machines combining perception, computation, control, hardware and autonomous decision-making.

KinematicsControlPerceptionNavigationAutonomy
05

Computer Science

Foundational computing concepts and systems that support modern software and intelligent technologies.

AlgorithmsOperating SystemsNetworksDatabasesDistributed Systems
06

Automation

Software and physical systems designed to perform complex workflows with reduced human intervention.

Workflow AutomationRobotic AutomationAgentsInfrastructureOrchestration

Method

01First-principles analysis
02Prototype before abstraction
03Measure before optimizing
04Document experiments
05Connect theory with implementation
01Knowledge →02Projects →